Study on Web Classification Mining Method Based on Fuzzy Neural Network

被引:1
|
作者
Tian, Jingwen [1 ]
Gao, Meijuan [1 ]
Sun, Yang [1 ]
机构
[1] Beijing Union Univ, Coll Automat, Beijing, Peoples R China
关键词
Web mining; classification; fuzzy neural network; Levenberg-Marquart algorithm;
D O I
10.1109/ICAL.2009.5262672
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the development and widely used of Internet and information technology, the web has become one of the most important means to obtain information for people. According to the web document classification and the theory of artificial neural network, a web classification mining method based on fuzzy neural network (FNN) is presented in this paper. We construct the structure of fuzzy neural network that used for web text information classification, and adopt the Levenberg-Marquart optimizing algorithm to train fuzzy neural network, thereby enhancing the convergence rate and the classification accuracy. The structure of web classification mining system based on fuzzy neural network is given. With the ability of strong self-learning and nonlinear function approach and pattern classification of fuzzy neural network, the classification mining method can truly classify the web text information. The actual classification results show that this method is feasible and effective.
引用
收藏
页码:1781 / 1785
页数:5
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